Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 42370 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.1 MiB |
| Average record size in memory | 126.1 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 13 |
zip_code has a high cardinality: 835 distinct values | High cardinality |
loan is highly correlated with installment | High correlation |
installment is highly correlated with loan | High correlation |
annual_inc is highly skewed (γ1 = 29.14005363) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
inq_last_6mths has 19599 (46.3%) zeros | Zeros |
delinq_ago_mths has 27618 (65.2%) zeros | Zeros |
revol_util has 1068 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2021-03-24 08:33:40.562871 |
|---|---|
| Analysis finished | 2021-03-24 08:34:01.700359 |
| Duration | 21.14 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 42370 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21203.13495 |
|---|---|
| Minimum | 0 |
| Maximum | 42478 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2118.45 |
| Q1 | 10595.25 |
| median | 21193.5 |
| Q3 | 31800.75 |
| 95-th percentile | 40340.55 |
| Maximum | 42478 |
| Range | 42478 |
| Interquartile range (IQR) | 21205.5 |
Descriptive statistics
| Standard deviation | 12249.90284 |
|---|---|
| Coefficient of variation (CV) | 0.5777401724 |
| Kurtosis | -1.198342957 |
| Mean | 21203.13495 |
| Median Absolute Deviation (MAD) | 10603 |
| Skewness | 0.002283855245 |
| Sum | 898376828 |
| Variance | 150060119.7 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 10928 | 1 | < 0.1% |
| 15026 | 1 | < 0.1% |
| 12979 | 1 | < 0.1% |
| 2740 | 1 | < 0.1% |
| 693 | 1 | < 0.1% |
| 6838 | 1 | < 0.1% |
| 4791 | 1 | < 0.1% |
| 27320 | 1 | < 0.1% |
| 25273 | 1 | < 0.1% |
| Other values (42360) | 42360 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 |
| Value | Count | Frequency (%) |
| 42478 | 1 | |
| 42477 | 1 | |
| 42476 | 1 | |
| 42474 | 1 | |
| 42472 | 1 |
| Distinct | 1051 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10843.87538 |
|---|---|
| Minimum | 500 |
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2311.25 |
| Q1 | 5100 |
| median | 9600 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9900 |
Descriptive statistics
| Standard deviation | 7147.489138 |
|---|---|
| Coefficient of variation (CV) | 0.6591268237 |
| Kurtosis | 0.9434017677 |
| Mean | 10843.87538 |
| Median Absolute Deviation (MAD) | 4600 |
| Skewness | 1.083558714 |
| Sum | 459455000 |
| Variance | 51086600.98 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10000 | 2919 | 6.9% |
| 12000 | 2345 | 5.5% |
| 5000 | 2216 | 5.2% |
| 6000 | 2020 | 4.8% |
| 15000 | 1896 | 4.5% |
| 8000 | 1681 | 4.0% |
| 20000 | 1543 | 3.6% |
| 4000 | 1224 | 2.9% |
| 25000 | 1222 | 2.9% |
| 3000 | 1114 | 2.6% |
| Other values (1041) | 24190 |
| Value | Count | Frequency (%) |
| 500 | 11 | |
| 550 | 1 | < 0.1% |
| 600 | 6 | |
| 700 | 2 | < 0.1% |
| 725 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 559 | |
| 34800 | 1 | < 0.1% |
| 34675 | 2 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 4 | < 0.1% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.6 KiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 423700 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 60 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 60 months |
| Value | Count | Frequency (%) |
| 36 months | 31373 | |
| 60 months | 10997 | 26.0% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| months | 42370 | |
| 36 | 31373 | |
| 60 | 10997 | 13.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 84740 | ||
| 6 | 42370 | |
| m | 42370 | |
| o | 42370 | |
| n | 42370 | |
| t | 42370 | |
| h | 42370 | |
| s | 42370 | |
| 3 | 31373 | 7.4% |
| 0 | 10997 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 254220 | |
| Space Separator | 84740 | 20.0% |
| Decimal Number | 84740 | 20.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| m | 42370 | |
| o | 42370 | |
| n | 42370 | |
| t | 42370 | |
| h | 42370 | |
| s | 42370 |
| Value | Count | Frequency (%) |
| 6 | 42370 | |
| 3 | 31373 | |
| 0 | 10997 | 13.0% |
| Value | Count | Frequency (%) |
| 84740 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 254220 | |
| Common | 169480 |
Most frequent character per script
| Value | Count | Frequency (%) |
| m | 42370 | |
| o | 42370 | |
| n | 42370 | |
| t | 42370 | |
| h | 42370 | |
| s | 42370 |
| Value | Count | Frequency (%) |
| 84740 | ||
| 6 | 42370 | |
| 3 | 31373 | 18.5% |
| 0 | 10997 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 423700 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 84740 | ||
| 6 | 42370 | |
| m | 42370 | |
| o | 42370 | |
| n | 42370 | |
| t | 42370 | |
| h | 42370 | |
| s | 42370 | |
| 3 | 31373 | 7.4% |
| 0 | 10997 | 2.6% |
int_rate
Real number (ℝ≥0)
| Distinct | 394 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.164367 |
|---|---|
| Minimum | 5.42 |
| Maximum | 24.59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 5.42 |
|---|---|
| 5-th percentile | 6.54 |
| Q1 | 9.63 |
| median | 11.99 |
| Q3 | 14.72 |
| 95-th percentile | 18.62 |
| Maximum | 24.59 |
| Range | 19.17 |
| Interquartile range (IQR) | 5.09 |
Descriptive statistics
| Standard deviation | 3.708500335 |
|---|---|
| Coefficient of variation (CV) | 0.3048658704 |
| Kurtosis | -0.4747035457 |
| Mean | 12.164367 |
| Median Absolute Deviation (MAD) | 2.66 |
| Skewness | 0.2383719897 |
| Sum | 515404.23 |
| Variance | 13.75297473 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10.99 | 970 | 2.3% |
| 11.49 | 837 | 2.0% |
| 13.49 | 832 | 2.0% |
| 7.51 | 787 | 1.9% |
| 7.88 | 742 | 1.8% |
| 7.49 | 656 | 1.5% |
| 11.71 | 609 | 1.4% |
| 9.99 | 607 | 1.4% |
| 7.9 | 582 | 1.4% |
| 5.42 | 573 | 1.4% |
| Other values (384) | 35175 |
| Value | Count | Frequency (%) |
| 5.42 | 573 | |
| 5.79 | 410 | |
| 5.99 | 347 | |
| 6 | 19 | < 0.1% |
| 6.03 | 447 |
| Value | Count | Frequency (%) |
| 24.59 | 1 | < 0.1% |
| 24.4 | 1 | < 0.1% |
| 24.11 | 3 | < 0.1% |
| 23.91 | 11 | |
| 23.59 | 4 | < 0.1% |
| Distinct | 16381 |
|---|---|
| Distinct (%) | 38.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 323.2224836 |
|---|---|
| Minimum | 15.67 |
| Maximum | 1305.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 15.67 |
|---|---|
| 5-th percentile | 69.94 |
| Q1 | 165.82 |
| median | 278.48 |
| Q3 | 429.18 |
| 95-th percentile | 763.2625 |
| Maximum | 1305.19 |
| Range | 1289.52 |
| Interquartile range (IQR) | 263.36 |
Descriptive statistics
| Standard deviation | 208.9468873 |
|---|---|
| Coefficient of variation (CV) | 0.6464491114 |
| Kurtosis | 1.200234886 |
| Mean | 323.2224836 |
| Median Absolute Deviation (MAD) | 122.72 |
| Skewness | 1.123163223 |
| Sum | 13694936.63 |
| Variance | 43658.80171 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 311.11 | 68 | 0.2% |
| 180.96 | 59 | 0.1% |
| 311.02 | 54 | 0.1% |
| 150.8 | 48 | 0.1% |
| 368.45 | 46 | 0.1% |
| 372.12 | 45 | 0.1% |
| 330.76 | 43 | 0.1% |
| 317.72 | 42 | 0.1% |
| 339.31 | 42 | 0.1% |
| 186.61 | 41 | 0.1% |
| Other values (16371) | 41882 |
| Value | Count | Frequency (%) |
| 15.67 | 1 | |
| 15.69 | 1 | |
| 15.75 | 1 | |
| 15.76 | 1 | |
| 15.91 | 1 |
| Value | Count | Frequency (%) |
| 1305.19 | 1 | |
| 1302.69 | 1 | |
| 1295.21 | 1 | |
| 1288.1 | 2 | |
| 1283.5 | 1 |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.8 KiB |
| B | |
|---|---|
| A | |
| C | |
| D | |
| E | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 42370 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | C |
| 5th row | B |
| Value | Count | Frequency (%) |
| B | 12364 | |
| A | 10152 | |
| C | 8704 | |
| D | 5985 | |
| E | 3370 | 8.0% |
| F | 1288 | 3.0% |
| G | 507 | 1.2% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| b | 12364 | |
| a | 10152 | |
| c | 8704 | |
| d | 5985 | |
| e | 3370 | 8.0% |
| f | 1288 | 3.0% |
| g | 507 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 12364 | |
| A | 10152 | |
| C | 8704 | |
| D | 5985 | |
| E | 3370 | 8.0% |
| F | 1288 | 3.0% |
| G | 507 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 42370 |
Most frequent character per category
| Value | Count | Frequency (%) |
| B | 12364 | |
| A | 10152 | |
| C | 8704 | |
| D | 5985 | |
| E | 3370 | 8.0% |
| F | 1288 | 3.0% |
| G | 507 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 42370 |
Most frequent character per script
| Value | Count | Frequency (%) |
| B | 12364 | |
| A | 10152 | |
| C | 8704 | |
| D | 5985 | |
| E | 3370 | 8.0% |
| F | 1288 | 3.0% |
| G | 507 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 42370 |
Most frequent character per block
| Value | Count | Frequency (%) |
| B | 12364 | |
| A | 10152 | |
| C | 8704 | |
| D | 5985 | |
| E | 3370 | 8.0% |
| F | 1288 | 3.0% |
| G | 507 | 1.2% |
empl_years
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.9 KiB |
| 10+ years | |
|---|---|
| < 1 year | |
| 2 years | |
| 3 years | |
| 4 years | |
| Other values (7) |
Length
| Max length | 10 |
|---|---|
| Median length | 7 |
| Mean length | 7.55411848 |
| Min length | 6 |
Characters and Unicode
| Total characters | 320068 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | < 1 year |
| 3rd row | 10+ years |
| 4th row | 10+ years |
| 5th row | 1 year |
| Value | Count | Frequency (%) |
| 10+ years | 9357 | |
| < 1 year | 5005 | |
| 2 years | 4727 | |
| 3 years | 4354 | |
| 4 years | 3635 | 8.6% |
| 1 year | 3568 | 8.4% |
| 5 years | 3452 | 8.1% |
| 6 years | 2370 | 5.6% |
| 7 years | 1869 | 4.4% |
| 8 years | 1587 | 3.7% |
| Other values (2) | 2446 | 5.8% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| years | 32688 | |
| 10 | 9357 | 10.6% |
| 1 | 8573 | 9.7% |
| year | 8573 | 9.7% |
| 5005 | 5.6% | |
| 2 | 4727 | 5.3% |
| 3 | 4354 | 4.9% |
| 4 | 3635 | 4.1% |
| 5 | 3452 | 3.9% |
| 6 | 2370 | 2.7% |
| Other values (4) | 5902 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 46266 | ||
| e | 43479 | |
| y | 42370 | |
| a | 41261 | |
| r | 41261 | |
| s | 32688 | |
| 1 | 17930 | 5.6% |
| 0 | 9357 | 2.9% |
| + | 9357 | 2.9% |
| < | 5005 | 1.6% |
| Other values (15) | 31094 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 208822 | |
| Decimal Number | 50618 | 15.8% |
| Space Separator | 46266 | 14.5% |
| Math Symbol | 14362 | 4.5% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 43479 | |
| y | 42370 | |
| a | 41261 | |
| r | 41261 | |
| s | 32688 | |
| u | 1109 | 0.5% |
| n | 1109 | 0.5% |
| m | 1109 | 0.5% |
| p | 1109 | 0.5% |
| l | 1109 | 0.5% |
| Other values (2) | 2218 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 17930 | |
| 0 | 9357 | |
| 2 | 4727 | 9.3% |
| 3 | 4354 | 8.6% |
| 4 | 3635 | 7.2% |
| 5 | 3452 | 6.8% |
| 6 | 2370 | 4.7% |
| 7 | 1869 | 3.7% |
| 8 | 1587 | 3.1% |
| 9 | 1337 | 2.6% |
| Value | Count | Frequency (%) |
| + | 9357 | |
| < | 5005 |
| Value | Count | Frequency (%) |
| 46266 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 208822 | |
| Common | 111246 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 46266 | ||
| 1 | 17930 | 16.1% |
| 0 | 9357 | 8.4% |
| + | 9357 | 8.4% |
| < | 5005 | 4.5% |
| 2 | 4727 | 4.2% |
| 3 | 4354 | 3.9% |
| 4 | 3635 | 3.3% |
| 5 | 3452 | 3.1% |
| 6 | 2370 | 2.1% |
| Other values (3) | 4793 | 4.3% |
| Value | Count | Frequency (%) |
| e | 43479 | |
| y | 42370 | |
| a | 41261 | |
| r | 41261 | |
| s | 32688 | |
| u | 1109 | 0.5% |
| n | 1109 | 0.5% |
| m | 1109 | 0.5% |
| p | 1109 | 0.5% |
| l | 1109 | 0.5% |
| Other values (2) | 2218 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 320068 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 46266 | ||
| e | 43479 | |
| y | 42370 | |
| a | 41261 | |
| r | 41261 | |
| s | 32688 | |
| 1 | 17930 | 5.6% |
| 0 | 9357 | 2.9% |
| + | 9357 | 2.9% |
| < | 5005 | 1.6% |
| Other values (15) | 31094 |
home_ownership
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.7 KiB |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN | |
| OTHER | 136 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.711824404 |
| Min length | 3 |
Characters and Unicode
| Total characters | 242010 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | RENT |
| 3rd row | RENT |
| 4th row | RENT |
| 5th row | RENT |
| Value | Count | Frequency (%) |
| RENT | 20093 | |
| MORTGAGE | 18907 | |
| OWN | 3234 | 7.6% |
| OTHER | 136 | 0.3% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| rent | 20093 | |
| mortgage | 18907 | |
| own | 3234 | 7.6% |
| other | 136 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 39136 | |
| E | 39136 | |
| T | 39136 | |
| G | 37814 | |
| N | 23327 | |
| O | 22277 | |
| M | 18907 | |
| A | 18907 | |
| W | 3234 | 1.3% |
| H | 136 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 242010 |
Most frequent character per category
| Value | Count | Frequency (%) |
| R | 39136 | |
| E | 39136 | |
| T | 39136 | |
| G | 37814 | |
| N | 23327 | |
| O | 22277 | |
| M | 18907 | |
| A | 18907 | |
| W | 3234 | 1.3% |
| H | 136 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 242010 |
Most frequent character per script
| Value | Count | Frequency (%) |
| R | 39136 | |
| E | 39136 | |
| T | 39136 | |
| G | 37814 | |
| N | 23327 | |
| O | 22277 | |
| M | 18907 | |
| A | 18907 | |
| W | 3234 | 1.3% |
| H | 136 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 242010 |
Most frequent character per block
| Value | Count | Frequency (%) |
| R | 39136 | |
| E | 39136 | |
| T | 39136 | |
| G | 37814 | |
| N | 23327 | |
| O | 22277 | |
| M | 18907 | |
| A | 18907 | |
| W | 3234 | 1.3% |
| H | 136 | 0.1% |
| Distinct | 5587 |
|---|---|
| Distinct (%) | 13.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69162.58756 |
|---|---|
| Minimum | 1896 |
| Maximum | 6000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 1896 |
|---|---|
| 5-th percentile | 24000 |
| Q1 | 40000 |
| median | 59000 |
| Q3 | 82500 |
| 95-th percentile | 144000 |
| Maximum | 6000000 |
| Range | 5998104 |
| Interquartile range (IQR) | 42500 |
Descriptive statistics
| Standard deviation | 64092.73559 |
|---|---|
| Coefficient of variation (CV) | 0.9266966122 |
| Kurtosis | 2125.792689 |
| Mean | 69162.58756 |
| Median Absolute Deviation (MAD) | 20000 |
| Skewness | 29.14005363 |
| Sum | 2930418835 |
| Variance | 4107878755 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60000 | 1587 | 3.7% |
| 50000 | 1115 | 2.6% |
| 40000 | 930 | 2.2% |
| 45000 | 893 | 2.1% |
| 30000 | 880 | 2.1% |
| 75000 | 863 | 2.0% |
| 65000 | 838 | 2.0% |
| 70000 | 789 | 1.9% |
| 48000 | 763 | 1.8% |
| 80000 | 715 | 1.7% |
| Other values (5577) | 32997 |
| Value | Count | Frequency (%) |
| 1896 | 1 | |
| 2000 | 1 | |
| 3300 | 1 | |
| 3500 | 1 | |
| 3600 | 1 |
| Value | Count | Frequency (%) |
| 6000000 | 1 | |
| 3900000 | 1 | |
| 2039784 | 1 | |
| 1900000 | 1 | |
| 1782000 | 1 |
income_ver
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.6 KiB |
| Not Verified | |
|---|---|
| Verified | |
| Source Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 11.45815435 |
| Min length | 8 |
Characters and Unicode
| Total characters | 485482 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
| Value | Count | Frequency (%) |
| Not Verified | 18616 | |
| Verified | 13460 | |
| Source Verified | 10294 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| verified | 42370 | |
| not | 18616 | |
| source | 10294 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 95034 | |
| i | 84740 | |
| r | 52664 | |
| V | 42370 | |
| f | 42370 | |
| d | 42370 | |
| o | 28910 | 6.0% |
| 28910 | 6.0% | |
| N | 18616 | 3.8% |
| t | 18616 | 3.8% |
| Other values (3) | 30882 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 385292 | |
| Uppercase Letter | 71280 | 14.7% |
| Space Separator | 28910 | 6.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 95034 | |
| i | 84740 | |
| r | 52664 | |
| f | 42370 | |
| d | 42370 | |
| o | 28910 | 7.5% |
| t | 18616 | 4.8% |
| u | 10294 | 2.7% |
| c | 10294 | 2.7% |
| Value | Count | Frequency (%) |
| V | 42370 | |
| N | 18616 | |
| S | 10294 | 14.4% |
| Value | Count | Frequency (%) |
| 28910 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 456572 | |
| Common | 28910 | 6.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 95034 | |
| i | 84740 | |
| r | 52664 | |
| V | 42370 | |
| f | 42370 | |
| d | 42370 | |
| o | 28910 | 6.3% |
| N | 18616 | 4.1% |
| t | 18616 | 4.1% |
| S | 10294 | 2.3% |
| Other values (2) | 20588 | 4.5% |
| Value | Count | Frequency (%) |
| 28910 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 485482 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 95034 | |
| i | 84740 | |
| r | 52664 | |
| V | 42370 | |
| f | 42370 | |
| d | 42370 | |
| o | 28910 | 6.0% |
| 28910 | 6.0% | |
| N | 18616 | 3.8% |
| t | 18616 | 3.8% |
| Other values (3) | 30882 | 6.4% |
target
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 331.1 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 127110 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
| Value | Count | Frequency (%) |
| 1.0 | 35969 | |
| 0.0 | 6401 | 15.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1.0 | 35969 | |
| 0.0 | 6401 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 48771 | |
| . | 42370 | |
| 1 | 35969 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 84740 | |
| Other Punctuation | 42370 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 48771 | |
| 1 | 35969 |
| Value | Count | Frequency (%) |
| . | 42370 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 127110 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 48771 | |
| . | 42370 | |
| 1 | 35969 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 127110 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 48771 | |
| . | 42370 | |
| 1 | 35969 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.2 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| other | |
| home_improvement | |
| major_purchase | |
| Other values (9) |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 13.70261978 |
| Min length | 3 |
Characters and Unicode
| Total characters | 580580 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | credit_card |
|---|---|
| 2nd row | car |
| 3rd row | small_business |
| 4th row | other |
| 5th row | other |
| Value | Count | Frequency (%) |
| debt_consolidation | 19739 | |
| credit_card | 5452 | 12.9% |
| other | 4375 | 10.3% |
| home_improvement | 3187 | 7.5% |
| major_purchase | 2304 | 5.4% |
| small_business | 1987 | 4.7% |
| car | 1610 | 3.8% |
| wedding | 1003 | 2.4% |
| medical | 751 | 1.8% |
| moving | 624 | 1.5% |
| Other values (4) | 1338 | 3.2% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| debt_consolidation | 19739 | |
| credit_card | 5452 | 12.9% |
| other | 4375 | 10.3% |
| home_improvement | 3187 | 7.5% |
| major_purchase | 2304 | 5.4% |
| small_business | 1987 | 4.7% |
| car | 1610 | 3.8% |
| wedding | 1003 | 2.4% |
| medical | 751 | 1.8% |
| moving | 624 | 1.5% |
| Other values (4) | 1338 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 74126 | |
| d | 53550 | |
| t | 53300 | |
| i | 53290 | |
| n | 47299 | |
| e | 46537 | 8.0% |
| c | 36116 | 6.2% |
| a | 35869 | 6.2% |
| _ | 32775 | 5.6% |
| s | 30415 | 5.2% |
| Other values (12) | 117303 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 547805 | |
| Connector Punctuation | 32775 | 5.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| o | 74126 | |
| d | 53550 | |
| t | 53300 | |
| i | 53290 | |
| n | 47299 | |
| e | 46537 | |
| c | 36116 | 6.6% |
| a | 35869 | 6.5% |
| s | 30415 | 5.6% |
| l | 24981 | 4.6% |
| Other values (11) | 92322 |
| Value | Count | Frequency (%) |
| _ | 32775 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 547805 | |
| Common | 32775 | 5.6% |
Most frequent character per script
| Value | Count | Frequency (%) |
| o | 74126 | |
| d | 53550 | |
| t | 53300 | |
| i | 53290 | |
| n | 47299 | |
| e | 46537 | |
| c | 36116 | 6.6% |
| a | 35869 | 6.5% |
| s | 30415 | 5.6% |
| l | 24981 | 4.6% |
| Other values (11) | 92322 |
| Value | Count | Frequency (%) |
| _ | 32775 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 580580 |
Most frequent character per block
| Value | Count | Frequency (%) |
| o | 74126 | |
| d | 53550 | |
| t | 53300 | |
| i | 53290 | |
| n | 47299 | |
| e | 46537 | 8.0% |
| c | 36116 | 6.2% |
| a | 35869 | 6.2% |
| _ | 32775 | 5.6% |
| s | 30415 | 5.2% |
| Other values (12) | 117303 |
| Distinct | 835 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 121.7 KiB |
| 100xx | 635 |
|---|---|
| 945xx | 559 |
| 606xx | 547 |
| 112xx | 537 |
| 070xx | 501 |
| Other values (830) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 211850 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 53 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 860xx |
|---|---|
| 2nd row | 309xx |
| 3rd row | 606xx |
| 4th row | 917xx |
| 5th row | 972xx |
| Value | Count | Frequency (%) |
| 100xx | 635 | 1.5% |
| 945xx | 559 | 1.3% |
| 606xx | 547 | 1.3% |
| 112xx | 537 | 1.3% |
| 070xx | 501 | 1.2% |
| 900xx | 477 | 1.1% |
| 300xx | 433 | 1.0% |
| 021xx | 413 | 1.0% |
| 750xx | 392 | 0.9% |
| 926xx | 387 | 0.9% |
| Other values (825) | 37489 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 100xx | 635 | 1.5% |
| 945xx | 559 | 1.3% |
| 606xx | 547 | 1.3% |
| 112xx | 537 | 1.3% |
| 070xx | 501 | 1.2% |
| 900xx | 477 | 1.1% |
| 300xx | 433 | 1.0% |
| 021xx | 413 | 1.0% |
| 750xx | 392 | 0.9% |
| 926xx | 387 | 0.9% |
| Other values (825) | 37489 |
Most occurring characters
| Value | Count | Frequency (%) |
| x | 84740 | |
| 0 | 21148 | 10.0% |
| 1 | 16614 | 7.8% |
| 2 | 14375 | 6.8% |
| 9 | 13388 | 6.3% |
| 3 | 13285 | 6.3% |
| 7 | 10941 | 5.2% |
| 4 | 9762 | 4.6% |
| 5 | 9624 | 4.5% |
| 8 | 9282 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 127110 | |
| Lowercase Letter | 84740 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 21148 | |
| 1 | 16614 | |
| 2 | 14375 | |
| 9 | 13388 | |
| 3 | 13285 | |
| 7 | 10941 | |
| 4 | 9762 | |
| 5 | 9624 | |
| 8 | 9282 | |
| 6 | 8691 |
| Value | Count | Frequency (%) |
| x | 84740 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 127110 | |
| Latin | 84740 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 21148 | |
| 1 | 16614 | |
| 2 | 14375 | |
| 9 | 13388 | |
| 3 | 13285 | |
| 7 | 10941 | |
| 4 | 9762 | |
| 5 | 9624 | |
| 8 | 9282 | |
| 6 | 8691 |
| Value | Count | Frequency (%) |
| x | 84740 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 211850 |
Most frequent character per block
| Value | Count | Frequency (%) |
| x | 84740 | |
| 0 | 21148 | 10.0% |
| 1 | 16614 | 7.8% |
| 2 | 14375 | 6.8% |
| 9 | 13388 | 6.3% |
| 3 | 13285 | 6.3% |
| 7 | 10941 | 5.2% |
| 4 | 9762 | 4.6% |
| 5 | 9624 | 4.5% |
| 8 | 9282 | 4.4% |
state
Categorical
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 43.9 KiB |
| CA | |
|---|---|
| NY | |
| FL | |
| TX | |
| NJ | 1978 |
| Other values (45) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 84740 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AZ |
|---|---|
| 2nd row | GA |
| 3rd row | IL |
| 4th row | CA |
| 5th row | OR |
| Value | Count | Frequency (%) |
| CA | 7421 | |
| NY | 4045 | 9.5% |
| FL | 3087 | 7.3% |
| TX | 2908 | 6.9% |
| NJ | 1978 | 4.7% |
| IL | 1670 | 3.9% |
| PA | 1645 | 3.9% |
| GA | 1495 | 3.5% |
| VA | 1484 | 3.5% |
| MA | 1417 | 3.3% |
| Other values (40) | 15220 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ca | 7421 | |
| ny | 4045 | 9.5% |
| fl | 3087 | 7.3% |
| tx | 2908 | 6.9% |
| nj | 1978 | 4.7% |
| il | 1670 | 3.9% |
| pa | 1645 | 3.9% |
| ga | 1495 | 3.5% |
| va | 1484 | 3.5% |
| ma | 1417 | 3.3% |
| Other values (40) | 15220 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 16579 | |
| C | 10619 | |
| N | 8474 | |
| L | 5700 | 6.7% |
| M | 5073 | 6.0% |
| Y | 4489 | 5.3% |
| T | 4181 | 4.9% |
| O | 3722 | 4.4% |
| I | 3398 | 4.0% |
| F | 3087 | 3.6% |
| Other values (14) | 19418 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 84740 |
Most frequent character per category
| Value | Count | Frequency (%) |
| A | 16579 | |
| C | 10619 | |
| N | 8474 | |
| L | 5700 | 6.7% |
| M | 5073 | 6.0% |
| Y | 4489 | 5.3% |
| T | 4181 | 4.9% |
| O | 3722 | 4.4% |
| I | 3398 | 4.0% |
| F | 3087 | 3.6% |
| Other values (14) | 19418 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 84740 |
Most frequent character per script
| Value | Count | Frequency (%) |
| A | 16579 | |
| C | 10619 | |
| N | 8474 | |
| L | 5700 | 6.7% |
| M | 5073 | 6.0% |
| Y | 4489 | 5.3% |
| T | 4181 | 4.9% |
| O | 3722 | 4.4% |
| I | 3398 | 4.0% |
| F | 3087 | 3.6% |
| Other values (14) | 19418 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 84740 |
Most frequent character per block
| Value | Count | Frequency (%) |
| A | 16579 | |
| C | 10619 | |
| N | 8474 | |
| L | 5700 | 6.7% |
| M | 5073 | 6.0% |
| Y | 4489 | 5.3% |
| T | 4181 | 4.9% |
| O | 3722 | 4.4% |
| I | 3398 | 4.0% |
| F | 3087 | 3.6% |
| Other values (14) | 19418 |
dti_ratio
Real number (ℝ≥0)
| Distinct | 2894 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.3886684 |
|---|---|
| Minimum | 0 |
| Maximum | 29.99 |
| Zeros | 197 |
| Zeros (%) | 0.5% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.11 |
| Q1 | 8.21 |
| median | 13.49 |
| Q3 | 18.7 |
| 95-th percentile | 23.92 |
| Maximum | 29.99 |
| Range | 29.99 |
| Interquartile range (IQR) | 10.49 |
Descriptive statistics
| Standard deviation | 6.723157255 |
|---|---|
| Coefficient of variation (CV) | 0.5021527948 |
| Kurtosis | -0.8515042195 |
| Mean | 13.3886684 |
| Median Absolute Deviation (MAD) | 5.24 |
| Skewness | -0.03080037214 |
| Sum | 567277.88 |
| Variance | 45.20084347 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 197 | 0.5% |
| 12 | 54 | 0.1% |
| 18 | 46 | 0.1% |
| 19.2 | 45 | 0.1% |
| 13.2 | 43 | 0.1% |
| 16.8 | 41 | 0.1% |
| 13.5 | 41 | 0.1% |
| 12.48 | 40 | 0.1% |
| 14.29 | 37 | 0.1% |
| 4.8 | 37 | 0.1% |
| Other values (2884) | 41789 |
| Value | Count | Frequency (%) |
| 0 | 197 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.99 | 1 | < 0.1% |
| 29.96 | 1 | < 0.1% |
| 29.95 | 2 | |
| 29.93 | 3 | |
| 29.92 | 2 |
delinq_2yrs
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.6 KiB |
| no | |
|---|---|
| yes |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.111352372 |
| Min length | 2 |
Characters and Unicode
| Total characters | 89458 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Value | Count | Frequency (%) |
| no | 37652 | |
| yes | 4718 | 11.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| no | 37652 | |
| yes | 4718 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 37652 | |
| o | 37652 | |
| y | 4718 | 5.3% |
| e | 4718 | 5.3% |
| s | 4718 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 89458 |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 37652 | |
| o | 37652 | |
| y | 4718 | 5.3% |
| e | 4718 | 5.3% |
| s | 4718 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 89458 |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 37652 | |
| o | 37652 | |
| y | 4718 | 5.3% |
| e | 4718 | 5.3% |
| s | 4718 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 89458 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 37652 | |
| o | 37652 | |
| y | 4718 | 5.3% |
| e | 4718 | 5.3% |
| s | 4718 | 5.3% |
fico
Real number (ℝ≥0)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 713.0837857 |
|---|---|
| Minimum | 610 |
| Maximum | 825 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 610 |
|---|---|
| 5-th percentile | 665 |
| Q1 | 685 |
| median | 710 |
| Q3 | 740 |
| 95-th percentile | 780 |
| Maximum | 825 |
| Range | 215 |
| Interquartile range (IQR) | 55 |
Descriptive statistics
| Standard deviation | 36.14930141 |
|---|---|
| Coefficient of variation (CV) | 0.05069432532 |
| Kurtosis | -0.498679629 |
| Mean | 713.0837857 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.466343402 |
| Sum | 30213360 |
| Variance | 1306.771993 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 685 | 2303 | 5.4% |
| 700 | 2262 | 5.3% |
| 680 | 2214 | 5.2% |
| 695 | 2194 | 5.2% |
| 690 | 2189 | 5.2% |
| 675 | 1990 | 4.7% |
| 705 | 1964 | 4.6% |
| 720 | 1943 | 4.6% |
| 725 | 1890 | 4.5% |
| 715 | 1884 | 4.4% |
| Other values (34) | 21537 |
| Value | Count | Frequency (%) |
| 610 | 1 | < 0.1% |
| 615 | 1 | < 0.1% |
| 620 | 1 | < 0.1% |
| 625 | 1 | < 0.1% |
| 630 | 4 |
| Value | Count | Frequency (%) |
| 825 | 3 | < 0.1% |
| 820 | 19 | < 0.1% |
| 815 | 28 | 0.1% |
| 810 | 124 | |
| 805 | 193 |
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.079631815 |
|---|---|
| Minimum | 0 |
| Maximum | 33 |
| Zeros | 19599 |
| Zeros (%) | 46.3% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.521101951 |
|---|---|
| Coefficient of variation (CV) | 1.408908046 |
| Kurtosis | 30.93928581 |
| Mean | 1.079631815 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.430891172 |
| Sum | 45744 |
| Variance | 2.313751145 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 0 | 19599 | |
| 1 | 11209 | |
| 2 | 5973 | 14.1% |
| 3 | 3173 | 7.5% |
| 4 | 1051 | 2.5% |
| 5 | 595 | 1.4% |
| 6 | 335 | 0.8% |
| 7 | 181 | 0.4% |
| 8 | 115 | 0.3% |
| 9 | 47 | 0.1% |
| Other values (18) | 92 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 19599 | |
| 1 | 11209 | |
| 2 | 5973 | 14.1% |
| 3 | 3173 | 7.5% |
| 4 | 1051 | 2.5% |
| Value | Count | Frequency (%) |
| 33 | 1 | |
| 32 | 1 | |
| 31 | 1 | |
| 28 | 1 | |
| 27 | 1 |
| Distinct | 95 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.87307057 |
|---|---|
| Minimum | 0 |
| Maximum | 120 |
| Zeros | 27618 |
| Zeros (%) | 65.2% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 21 |
| 95-th percentile | 64 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 21.67389845 |
|---|---|
| Coefficient of variation (CV) | 1.6836619 |
| Kurtosis | 1.346611977 |
| Mean | 12.87307057 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.587985632 |
| Sum | 545432 |
| Variance | 469.7578742 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 27618 | |
| 30 | 270 | 0.6% |
| 23 | 266 | 0.6% |
| 19 | 264 | 0.6% |
| 15 | 262 | 0.6% |
| 24 | 261 | 0.6% |
| 18 | 252 | 0.6% |
| 38 | 251 | 0.6% |
| 20 | 249 | 0.6% |
| 22 | 248 | 0.6% |
| Other values (85) | 12429 |
| Value | Count | Frequency (%) |
| 0 | 27618 | |
| 1 | 31 | 0.1% |
| 2 | 114 | 0.3% |
| 3 | 157 | 0.4% |
| 4 | 162 | 0.4% |
| Value | Count | Frequency (%) |
| 120 | 1 | |
| 115 | 1 | |
| 107 | 1 | |
| 106 | 1 | |
| 103 | 2 |
active_lines
Real number (ℝ≥0)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.35206514 |
|---|---|
| Minimum | 1 |
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 9 |
| Q3 | 12 |
| 95-th percentile | 18 |
| Maximum | 47 |
| Range | 46 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.492722011 |
|---|---|
| Coefficient of variation (CV) | 0.4803989219 |
| Kurtosis | 1.941316969 |
| Mean | 9.35206514 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.044303957 |
| Sum | 396247 |
| Variance | 20.18455107 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 7 | 4243 | |
| 8 | 4166 | |
| 6 | 4163 | |
| 9 | 3917 | |
| 10 | 3377 | 8.0% |
| 5 | 3357 | 7.9% |
| 11 | 2940 | 6.9% |
| 4 | 2498 | 5.9% |
| 12 | 2392 | 5.6% |
| 13 | 2058 | 4.9% |
| Other values (34) | 9259 |
| Value | Count | Frequency (%) |
| 1 | 34 | 0.1% |
| 2 | 669 | 1.6% |
| 3 | 1590 | |
| 4 | 2498 | |
| 5 | 3357 |
| Value | Count | Frequency (%) |
| 47 | 1 | |
| 46 | 1 | |
| 44 | 1 | |
| 42 | 1 | |
| 41 | 1 |
pub_rec
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.6 KiB |
| no | |
|---|---|
| yes | 2369 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.055912202 |
| Min length | 2 |
Characters and Unicode
| Total characters | 87109 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Value | Count | Frequency (%) |
| no | 40001 | |
| yes | 2369 | 5.6% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| no | 40001 | |
| yes | 2369 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 40001 | |
| o | 40001 | |
| y | 2369 | 2.7% |
| e | 2369 | 2.7% |
| s | 2369 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 87109 |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 40001 | |
| o | 40001 | |
| y | 2369 | 2.7% |
| e | 2369 | 2.7% |
| s | 2369 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 87109 |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 40001 | |
| o | 40001 | |
| y | 2369 | 2.7% |
| e | 2369 | 2.7% |
| s | 2369 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 87109 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 40001 | |
| o | 40001 | |
| y | 2369 | 2.7% |
| e | 2369 | 2.7% |
| s | 2369 | 2.7% |
| Distinct | 1118 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.12923696 |
|---|---|
| Minimum | 0 |
| Maximum | 119 |
| Zeros | 1068 |
| Zeros (%) | 2.5% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.7 |
| Q1 | 25.7 |
| median | 49.7 |
| Q3 | 72.7 |
| 95-th percentile | 93.7 |
| Maximum | 119 |
| Range | 119 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 28.36336415 |
|---|---|
| Coefficient of variation (CV) | 0.5773214872 |
| Kurtosis | -1.101430397 |
| Mean | 49.12923696 |
| Median Absolute Deviation (MAD) | 23.5 |
| Skewness | -0.04415707083 |
| Sum | 2081605.77 |
| Variance | 804.4804258 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1068 | 2.5% |
| 40.7 | 65 | 0.2% |
| 0.2 | 64 | 0.2% |
| 63 | 63 | 0.1% |
| 66.6 | 62 | 0.1% |
| 70.4 | 61 | 0.1% |
| 0.1 | 61 | 0.1% |
| 64.6 | 60 | 0.1% |
| 66.7 | 59 | 0.1% |
| 46.4 | 59 | 0.1% |
| Other values (1108) | 40748 |
| Value | Count | Frequency (%) |
| 0 | 1068 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 119 | 1 | |
| 108.8 | 1 | |
| 106.5 | 1 | |
| 106.4 | 1 | |
| 106.2 | 1 |
total_lines
Real number (ℝ≥0)
| Distinct | 83 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.15107387 |
|---|---|
| Minimum | 1 |
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 13 |
| median | 20 |
| Q3 | 29 |
| 95-th percentile | 44 |
| Maximum | 90 |
| Range | 89 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.58286289 |
|---|---|
| Coefficient of variation (CV) | 0.5229029959 |
| Kurtosis | 0.6621439852 |
| Mean | 22.15107387 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.8236095142 |
| Sum | 938541 |
| Variance | 134.1627127 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15 | 1551 | 3.7% |
| 17 | 1543 | 3.6% |
| 16 | 1540 | 3.6% |
| 14 | 1527 | 3.6% |
| 20 | 1502 | 3.5% |
| 18 | 1491 | 3.5% |
| 21 | 1481 | 3.5% |
| 13 | 1476 | 3.5% |
| 12 | 1412 | 3.3% |
| 19 | 1402 | 3.3% |
| Other values (73) | 27445 |
| Value | Count | Frequency (%) |
| 1 | 20 | < 0.1% |
| 2 | 36 | 0.1% |
| 3 | 228 | 0.5% |
| 4 | 474 | |
| 5 | 611 |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 87 | 1 | |
| 81 | 1 | |
| 80 | 1 | |
| 79 | 2 |
times_bankrupted
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.6 KiB |
| no | |
|---|---|
| yes | 1853 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.043733774 |
| Min length | 2 |
Characters and Unicode
| Total characters | 86593 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Value | Count | Frequency (%) |
| no | 40517 | |
| yes | 1853 | 4.4% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| no | 40517 | |
| yes | 1853 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 40517 | |
| o | 40517 | |
| y | 1853 | 2.1% |
| e | 1853 | 2.1% |
| s | 1853 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 86593 |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 40517 | |
| o | 40517 | |
| y | 1853 | 2.1% |
| e | 1853 | 2.1% |
| s | 1853 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 86593 |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 40517 | |
| o | 40517 | |
| y | 1853 | 2.1% |
| e | 1853 | 2.1% |
| s | 1853 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 86593 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 40517 | |
| o | 40517 | |
| y | 1853 | 2.1% |
| e | 1853 | 2.1% |
| s | 1853 | 2.1% |
tax_liens
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.6 KiB |
| no | |
|---|---|
| yes | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.000023602 |
| Min length | 2 |
Characters and Unicode
| Total characters | 84741 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Value | Count | Frequency (%) |
| no | 42369 | |
| yes | 1 | < 0.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| no | 42369 | |
| yes | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 42369 | |
| o | 42369 | |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 84741 |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 42369 | |
| o | 42369 | |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 84741 |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 42369 | |
| o | 42369 | |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 84741 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 42369 | |
| o | 42369 | |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
credit_hist
Real number (ℝ≥0)
| Distinct | 552 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 163.6889544 |
|---|---|
| Minimum | 6 |
| Maximum | 784 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 331.1 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 55 |
| Q1 | 107 |
| median | 149 |
| Q3 | 203 |
| 95-th percentile | 321.55 |
| Maximum | 784 |
| Range | 778 |
| Interquartile range (IQR) | 96 |
Descriptive statistics
| Standard deviation | 82.6533804 |
|---|---|
| Coefficient of variation (CV) | 0.504941709 |
| Kurtosis | 2.0004277 |
| Mean | 163.6889544 |
| Median Absolute Deviation (MAD) | 47 |
| Skewness | 1.145237095 |
| Sum | 6935501 |
| Variance | 6831.581291 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 144 | 371 | 0.9% |
| 119 | 361 | 0.9% |
| 141 | 352 | 0.8% |
| 155 | 344 | 0.8% |
| 146 | 340 | 0.8% |
| 139 | 339 | 0.8% |
| 132 | 337 | 0.8% |
| 130 | 336 | 0.8% |
| 125 | 334 | 0.8% |
| 123 | 334 | 0.8% |
| Other values (542) | 38922 |
| Value | Count | Frequency (%) |
| 6 | 4 | |
| 7 | 2 | < 0.1% |
| 8 | 6 | |
| 9 | 6 | |
| 10 | 6 |
| Value | Count | Frequency (%) |
| 784 | 1 | |
| 724 | 1 | |
| 684 | 1 | |
| 672 | 1 | |
| 656 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | loan | term | int_rate | installment | grade | empl_years | home_ownership | annual_inc | income_ver | target | purpose | zip_code | state | dti_ratio | delinq_2yrs | fico | inq_last_6mths | delinq_ago_mths | active_lines | pub_rec | revol_util | total_lines | times_bankrupted | tax_liens | credit_hist | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 5000.0 | 36 months | 10.65 | 162.87 | B | 10+ years | RENT | 24000.0 | Verified | 1.0 | credit_card | 860xx | AZ | 27.65 | no | 735.0 | 1.0 | 0.0 | 3.0 | no | 83.7 | 9.0 | no | no | 322 |
| 1 | 1 | 2500.0 | 60 months | 15.27 | 59.83 | C | < 1 year | RENT | 30000.0 | Source Verified | 0.0 | car | 309xx | GA | 1.00 | no | 740.0 | 5.0 | 0.0 | 3.0 | no | 9.4 | 4.0 | no | no | 152 |
| 2 | 2 | 2400.0 | 36 months | 15.96 | 84.33 | C | 10+ years | RENT | 12252.0 | Not Verified | 1.0 | small_business | 606xx | IL | 8.72 | no | 735.0 | 2.0 | 0.0 | 2.0 | no | 98.5 | 10.0 | no | no | 120 |
| 3 | 3 | 10000.0 | 36 months | 13.49 | 339.31 | C | 10+ years | RENT | 49200.0 | Source Verified | 1.0 | other | 917xx | CA | 20.00 | no | 690.0 | 1.0 | 35.0 | 10.0 | no | 21.0 | 37.0 | no | no | 189 |
| 4 | 4 | 3000.0 | 60 months | 12.69 | 67.79 | B | 1 year | RENT | 80000.0 | Source Verified | 1.0 | other | 972xx | OR | 17.94 | no | 695.0 | 0.0 | 38.0 | 15.0 | no | 53.9 | 38.0 | no | no | 190 |
| 5 | 5 | 5000.0 | 36 months | 7.90 | 156.46 | A | 3 years | RENT | 36000.0 | Source Verified | 1.0 | wedding | 852xx | AZ | 11.20 | no | 730.0 | 3.0 | 0.0 | 9.0 | no | 28.3 | 12.0 | no | no | 84 |
| 6 | 6 | 7000.0 | 60 months | 15.96 | 170.08 | C | 8 years | RENT | 47004.0 | Not Verified | 1.0 | debt_consolidation | 280xx | NC | 23.51 | no | 690.0 | 1.0 | 0.0 | 7.0 | no | 85.6 | 11.0 | no | no | 77 |
| 7 | 7 | 3000.0 | 36 months | 18.64 | 109.43 | E | 9 years | RENT | 48000.0 | Source Verified | 1.0 | car | 900xx | CA | 5.35 | no | 660.0 | 2.0 | 0.0 | 4.0 | no | 87.5 | 4.0 | no | no | 58 |
| 8 | 8 | 5600.0 | 60 months | 21.28 | 152.39 | F | 4 years | OWN | 40000.0 | Source Verified | 0.0 | small_business | 958xx | CA | 5.55 | no | 675.0 | 2.0 | 0.0 | 11.0 | no | 32.6 | 13.0 | no | no | 91 |
| 9 | 9 | 5375.0 | 60 months | 12.69 | 121.45 | B | < 1 year | RENT | 15000.0 | Verified | 0.0 | other | 774xx | TX | 18.08 | no | 725.0 | 0.0 | 0.0 | 2.0 | no | 36.5 | 3.0 | no | no | 86 |
Last rows
| df_index | loan | term | int_rate | installment | grade | empl_years | home_ownership | annual_inc | income_ver | target | purpose | zip_code | state | dti_ratio | delinq_2yrs | fico | inq_last_6mths | delinq_ago_mths | active_lines | pub_rec | revol_util | total_lines | times_bankrupted | tax_liens | credit_hist | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 42360 | 42467 | 19000.0 | 36 months | 16.28 | 670.59 | F | < 1 year | MORTGAGE | 100000.0 | Not Verified | 0.0 | other | 300xx | GA | 9.79 | no | 660.0 | 1.0 | 0.0 | 5.0 | no | 64.1 | 6.0 | no | no | 16 |
| 42361 | 42468 | 12000.0 | 36 months | 14.38 | 412.37 | E | 1 year | RENT | 15000.0 | Not Verified | 1.0 | educational | 088xx | NJ | 6.48 | no | 670.0 | 12.0 | 24.0 | 4.0 | no | 83.7 | 4.0 | no | no | 37 |
| 42362 | 42469 | 13000.0 | 36 months | 17.22 | 464.95 | G | 1 year | RENT | 32000.0 | Not Verified | 0.0 | other | 333xx | FL | 15.98 | no | 640.0 | 1.0 | 0.0 | 6.0 | no | 79.8 | 7.0 | no | no | 27 |
| 42363 | 42470 | 8000.0 | 36 months | 16.91 | 284.86 | G | 10+ years | OWN | 60000.0 | Not Verified | 0.0 | credit_card | 334xx | FL | 20.22 | no | 645.0 | 1.0 | 33.0 | 5.0 | no | 99.3 | 23.0 | no | no | 205 |
| 42364 | 42471 | 10000.0 | 36 months | 15.01 | 346.73 | F | < 1 year | RENT | 50000.0 | Not Verified | 0.0 | credit_card | 127xx | NY | 7.75 | no | 645.0 | 1.0 | 0.0 | 10.0 | no | 83.3 | 12.0 | no | no | 50 |
| 42365 | 42472 | 8000.0 | 36 months | 9.96 | 257.99 | B | 3 years | OWN | 25000.0 | Not Verified | 1.0 | car | 069xx | CT | 0.48 | no | 700.0 | 1.0 | 0.0 | 3.0 | no | 19.2 | 3.0 | no | no | 20 |
| 42366 | 42474 | 13000.0 | 36 months | 10.91 | 425.04 | C | 2 years | MORTGAGE | 62000.0 | Not Verified | 1.0 | debt_consolidation | 282xx | NC | 20.00 | no | 695.0 | 4.0 | 42.0 | 23.0 | yes | 50.2 | 53.0 | yes | no | 164 |
| 42367 | 42476 | 10500.0 | 36 months | 15.33 | 365.69 | F | < 1 year | RENT | 62000.0 | Not Verified | 0.0 | car | 207xx | MD | 1.72 | no | 640.0 | 13.0 | 43.0 | 3.0 | no | 95.8 | 7.0 | no | no | 49 |
| 42368 | 42477 | 2000.0 | 36 months | 13.43 | 67.81 | E | 7 years | RENT | 45000.0 | Not Verified | 1.0 | credit_card | 280xx | NC | 8.75 | no | 645.0 | 8.0 | 0.0 | 7.0 | yes | 54.1 | 7.0 | no | yes | 15 |
| 42369 | 42478 | 3000.0 | 36 months | 13.75 | 102.17 | E | < 1 year | RENT | 12000.0 | Not Verified | 0.0 | debt_consolidation | 321xx | FL | 19.30 | yes | 665.0 | 4.0 | 9.0 | 12.0 | no | 14.4 | 14.0 | no | no | 186 |